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predicting_water_pump_functionality_in_tanzania's Introduction

Hi there! Welcome to my Github Profile! ๐Ÿ‘‹

About Me โšก

I'm a data professional that love to solve real business issues by manipulating data and developing machine learning models. My daily job includes activities like select data for use case, prepare data for modeling, perform data exploration to detect patterns, develop supervised and unsupervised machine learning models, analyze outliers and build dashboards.

Convictions ๐Ÿ’ก

  1. To deliver real value for companies, you need to combine analytics and business skills. Having only one of these, often won't be enough.
  2. In real world, no pre-defined datasets exist. A tricky part of data scientist job is to understand which data to use for a specific use case.
  3. Data use cases should deliver high ROI. That's why it is always a good idea to work on educated guesses before starting working on the use case.
  4. Quality of output is directly correlated to quality of input (garbage-in/garbage-out rule).
    Time spent on data collection, data cleansing and feature engineering is always well spent.
  5. Final goal is not the model itself but the business insights you can extract from the model you built.

Experiences ๐ŸŒฑ

I hold an executive master in Big Data Management and a master degree in Business Management with a strong focus on Quantitative Finance. In the last 7 years I worked for various consulting firms helping leading italian and european banking groups as well as key players of real estate, consumer goods and manufacturing industries in extracting business insights from data to be used for decision-making.

I had the opportunity to work on several interesting use cases across various industries:

๐ŸŽฏ Fraud Detection
๐ŸŽฏ Product return optimization
๐ŸŽฏ Churn prediction
๐ŸŽฏ Data-driven rightsizing
๐ŸŽฏ Log Analytics
๐ŸŽฏ Predictive maintenance
๐ŸŽฏ Data monetization (selling data to third parties)
๐ŸŽฏ ESG score prediction
๐ŸŽฏ Process optimization (process mining)
๐ŸŽฏ KPIs/KRIs Monitoring Dashboards

Tech Stack ๐Ÿ› 

Pythonย  R (Statistics) Tableauย  RStudioย  ApacheSparkย 
PowerBIย  Jupyterย  Accessย  PPTย 
KNIMEย  SASย  Foundryย  MySQLย  Mongodbย  Kerasย 
Octoparseย  Orangeย  Excelย  Neo4jย  Colabย 

predicting_water_pump_functionality_in_tanzania's People

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